# Machine Intelligence Has Not Exhausted the Low-Hanging Fruit by Vishal Maini > "It is not clear what the upper bound is on machine intelligence, but it is clear that we have not come close to exhausting even the low-hanging fruit in AI research or AI-hardware design. Today's models are nowhere close to the efficiency of the human brain in energy use or learning speed. They are not able to learn in real time; they stay frozen in time. We have barely begun to close the loop on AI improving the design of next-generation AI hardware systems. We should expect every subsequent generation of AI to be significantly better than the last." > **— Vishal Maini**, *Palisade Research interview, September 29, 2026* ## Sources and Context - **Recording and complete contiguous answer:** [Palisade Research interview at 2:30](https://www.youtube.com/watch?v=1S_Ay87dEy0&t=150s) — Maini develops the proposition preserved in the poster text. The transcription removes verbal filler and immediate repetition, repairs punctuation, and normalizes obvious caption errors without joining separate speakers or noncontiguous turns. - **Canonical transcript conversion:** [[research/Vishal Maini - Humanity's Machine Successor and the AI Transition|Humanity's Machine Successor — Vishal Maini on Recursive Self-Improvement and the AI Transition]] — preserves the complete source unit, speaker attribution, editorial method, and evidence boundary used for this Reminder. ## Related Articles and Collections - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Article:** [[articles/We Cannot Un-Strike the Match|We Cannot Un-Strike the Match]] - **Article:** [[articles/AI Escape Is the Wrong Metaphor|AI Escape Is the Wrong Metaphor]] - **Article:** [[articles/We Were Never Going to Make It|We Were Never Going to Make It]] - **Wiki map:** [[wiki/Machine Succession|Machine Succession]] ## Related Topics - [[wiki/Vishal Maini|Vishal Maini]] - [[wiki/Machine Intelligence|Machine Intelligence]] - [[wiki/Recursive Self-Improvement|Recursive Self-Improvement]] - [[wiki/AI Infrastructure|AI Infrastructure]] ## Share on Social Media ``` "It is not clear what the upper bound is on machine intelligence, but it is clear that we have not come close to exhausting even the low-hanging fruit in AI research or AI-hardware design. Today's models are nowhere close to the efficiency of the human brain in energy use or learning speed. They are not able to learn in real time; they stay frozen in time. We have barely begun to close the loop on AI improving the design of next-generation AI hardware systems. We should expect every subsequent generation of AI to be significantly better than the last." — Vishal Maini, Palisade Research interview, September 29, 2026 https://bryantmcgill.com/simple-reminders-vishal-maini-machine-intelligence-low-hanging-fruit ```